RATIONALE: Monoclonal antibodies such as trastuzumab can locate tumor cells and deliver tumor-killing substances to them without harming normal cells. Drugs used in chemotherapy use different ways to make tumor cells stop dividing so they stop growing or die. Combining monoclonal antibody therapy with chemotherapy may kill more tumor cells.